{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchvision as tv\n",
    "import phototour\n",
    "import torch\n",
    "from tqdm import tqdm \n",
    "import numpy as np\n",
    "import torch.nn as nn\n",
    "import math \n",
    "import tfeat_model\n",
    "import torch.optim as optim\n",
    "import torch.nn.functional as F\n",
    "import torch.backends.cudnn as cudnn\n",
    "import os\n",
    "\n",
    "#init tfeat and load the trained weights\n",
    "tfeat = tfeat_model.TNet()\n",
    "models_path = 'pretrained-models'\n",
    "net_name = 'tfeat-liberty'\n",
    "tfeat.load_state_dict(torch.load(os.path.join(models_path,net_name+\".params\")))\n",
    "tfeat.cuda()\n",
    "tfeat.eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Runing `tfeat` with `openCV` for image matching\n",
    "\n",
    "Below we show how to use the `openCV` pipeline to match two images using `TFeat`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<matplotlib.image.AxesImage at 0x7f72bd4330f0>, None)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cv2\n",
    "import tfeat_utils\n",
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "img1 = cv2.imread('imgs/v_churchill/1.ppm',0) \n",
    "img2 = cv2.imread('imgs/v_churchill/6.ppm',0)\n",
    "\n",
    "brisk = cv2.BRISK_create()\n",
    "kp1, des1 = brisk.detectAndCompute(img1,None)\n",
    "kp2, des2 = brisk.detectAndCompute(img2,None)\n",
    "\n",
    "bf = cv2.BFMatcher(cv2.NORM_HAMMING)\n",
    "matches = bf.knnMatch(des1,des2, k=2)\n",
    "# Apply ratio test\n",
    "good = []\n",
    "for m,n in matches:\n",
    "    if m.distance < 0.8*n.distance:\n",
    "        good.append([m])\n",
    "        \n",
    "img3 = cv2.drawMatchesKnn(img1,kp1,img2,kp2,good,0, flags=2)\n",
    "plt.imshow(img3),plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<matplotlib.image.AxesImage at 0x7f72bd417b70>, None)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# mag_factor is how many times the original keypoint scale\n",
    "# is enlarged to generate a patch from a keypoint\n",
    "mag_factor = 3\n",
    "desc_tfeat1 = tfeat_utils.describe_opencv(tfeat, img1, kp1, 32,mag_factor)\n",
    "desc_tfeat2 = tfeat_utils.describe_opencv(tfeat, img2, kp2, 32,mag_factor)\n",
    "\n",
    "bf = cv2.BFMatcher(cv2.NORM_L2)\n",
    "matches = bf.knnMatch(desc_tfeat1,desc_tfeat2, k=2)\n",
    "# Apply ratio test\n",
    "good = []\n",
    "for m,n in matches:\n",
    "    if m.distance < 0.8*n.distance:\n",
    "        good.append([m])\n",
    "        \n",
    "img3 = cv2.drawMatchesKnn(img1,kp1,img2,kp2,good,0, flags=2)\n",
    "\n",
    "plt.imshow(img3),plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Runing `tfeat` with `vl_feat` for image matching\n",
    "\n",
    "*Coming soon...*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Runing `tfeat` on `HPatches`\n",
    "\n",
    "*Coming soon...*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Real time tracking demo\n",
    "\n",
    "*Coming soon...*"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
